Questions

  1. How does average rent vary as a function of pet inclusive housing?

  2. What socioeconomic factors (race, income, etc.) are predictive of housing being more or less pet inclusive?

1. How Average Rent Influences Pet-Inclusive Policies

All Markets

## **Summary Statistics:**
## - Pearson r: 0.1038 
## - R²: 0.0108 
## - Slope x 100: 0.15 
## - % with PI_SCORE of 0: 61.7 %

Atlanta

## **Summary Statistics:**
## - Pearson r: 0.2079 
## - R²: 0.0432 
## - Slope x 100: 0.42 
## - % with PI_SCORE of 0: 28.6 %

DFW

## **Summary Statistics:**
## - Pearson r: 0.1642 
## - R²: 0.027 
## - Slope x 100: 0.32 
## - % with PI_SCORE of 0: 16.6 %

Los Angeles

## **Summary Statistics:**
## - Pearson r: -0.0702 
## - R²: 0.0049 
## - Slope x 100: -0.09 
## - % with PI_SCORE of 0: 83.8 %

Philadelphia

## **Summary Statistics:**
## - Pearson r: -0.0391 
## - R²: 0.0015 
## - Slope x 100: -0.08 
## - % with PI_SCORE of 0: 61 %

2. Socioeconomic Drivers of Pet Inclusivity

All Markets

Proportion of Each Quintile

SVI_Theme 1 2 3 4 5
Racial & Ethnic Minorities 1.0% 6.1% 16.2% 26.9% 49.8%
Socioeconmic Status 7.9% 12.4% 15.1% 21.1% 43.6%

Atlanta

Proportion of Each Quintile

SVI_Theme 1 2 3 4 5
Racial & Ethnic Minorities 0.3% 6.5% 16.6% 34.7% 41.8%
Socioeconmic Status 10.7% 14.1% 14.5% 23.0% 37.8%

DFW

Proportion of Each Quintile

SVI_Theme 1 2 3 4 5
Racial & Ethnic Minorities 0.8% 6.8% 18.5% 40.5% 33.3%
Socioeconmic Status 9.0% 14.8% 16.4% 24.5% 35.3%

Los Angeles

Proportion of Each Quintile

SVI_Theme 1 2 3 4 5
Racial & Ethnic Minorities 0.1% 2.2% 13.1% 22.5% 62.2%
Socioeconmic Status 4.7% 9.8% 14.3% 19.7% 51.5%

Philadelphia

Proportion of Each Quintile

SVI_Theme 1 2 3 4 5
Racial & Ethnic Minorities 6.2% 21.6% 25.6% 19.0% 27.7%
Socioeconmic Status 17.1% 18.2% 17.3% 20.6% 26.8%

View ML Model Results

XGBoost Accuracy Comparison
XGBoost Accuracy Comparison

Atlanta

Socioeconomic Factors Impact
Socioeconomic Factors Impact

DFW

Socioeconomic Factors Impact
Socioeconomic Factors Impact

Los Angeles

Socioeconomic Factors Impact
Socioeconomic Factors Impact

Philadelphia

Socioeconomic Factors Impact
Socioeconomic Factors Impact